Lab equipment
Everything I work with, from AI models and harnesses to MCP servers, data sources and services. Pick any plate on the wall to see what I use it for and where.
AI models
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Claude
Anthropic · AI models
My main model family. It does most of the building and writing in almost every experiment.
- Opus 4.6 to 5.5 My main model for building, writing and reasoning through a project; Opus 5.5 since September 2026.
- Sonnet 5.5 The faster model behind quick in-app changes, where waiting matters more than depth.
- Fable 5 and 5.1 Anthropic's largest model, used for some builds and long reviews.
Used in
- 3D tablet plant
- Building the lab
- Medicare drug prices
- US county health atlas
- Training studio app
- Handheld as Mac remote
- Bogotá rental finder
- Motion studio
- E-paper home display
- Meeting recorder
- Residents' shift scheduler
- Primary Doctor
- Study notes from recordings
- Artist's website
- Orthopaedic surgery registry
- Brazil's out-of-pocket gap
- Child deaths, Colombia and Brazil
- AI quota gauge
- Medical Spanish practice
- LAC health news monitor
- WHO data MCPs
- Phone to Mac shelf
- LAC medicine prices
- Insured but not served
- Personal gym app
- World Cup pool
- 7 Wonders scorekeeper
- Pharma trade chord
- Comtrade pharma MCP
- OECD Health MCP
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ElevenLabs
ElevenLabs · AI models
Patient voices in Consulta's public version.
Flash v2.5 and v3 Conversational
Used in
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Gemini
Google · AI models
Final checks from a third model family, the voices that won my blind test, and some app artwork.
- Gemini 4 Argon A third-family reviewer, run through Agy, for final checks before release.
- Gemini 3.8 Flash and Flash-Lite TTS Designed voices that won my blind test, and narration voices.
- Nano Banana Pro (Gemini image) Image generation inside Magnific for app artwork.
Used in
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GPT
OpenAI · AI models
The second opinion: independent reviews of what Claude built, long autonomous runs in Codex, images and speech.
- GPT-5.5 to GPT-6.1 in Codex The second opinion: independent reviews of what Claude built, and long autonomous Codex runs.
- GPT-5.4 nano and embeddings Cheap, high-volume triage and search over thousands of news articles.
- GPT Image in Codex Fast, free visual concepts before I commit to anything.
- gpt-4o-mini-tts A patient voice I tested and found too generic.
Used in
- 3D tablet plant
- Building the lab
- Medicare drug prices
- US county health atlas
- Training studio app
- Handheld as Mac remote
- Bogotá rental finder
- Motion studio
- E-paper home display
- Meeting recorder
- Residents' shift scheduler
- Primary Doctor
- Study notes from recordings
- Artist's website
- Orthopaedic surgery registry
- Brazil's out-of-pocket gap
- Child deaths, Colombia and Brazil
- Medical Spanish practice
- LAC health news monitor
- Phone to Mac shelf
- LAC medicine prices
- Insured but not served
- Personal gym app
- World Cup pool
- Colombia's health complaints
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Jev
TypeSafe · AI models
Typed yes-or-no judgments inside code, tested against an LLM triage gate.
Used in
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Magnific One
Magnific · AI models
On-brand illustrations generated from the lab's brand kit.
Used in
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Mistral
Mistral AI · AI models
My default for reading scanned documents and for speech: OCR, transcription and narration.
- Mistral OCR v3 My default for reading scanned documents and PDFs.
- Voxtral Speech-to-text for learner audio and class recordings, and narration voices.
Used in
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Parakeet
NVIDIA · AI models
Offline multilingual transcription of meeting recordings.
Parakeet TDT 0.6b v3
Used in
Harnesses and agents
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Antigravity CLI (Agy)
Google · Harnesses and agents
Runs Gemini models as an independent reviewer.
Used in
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Claude Code
Anthropic · Harnesses and agents
Where most experiments happen: Claude working in the terminal on real files.
Used in
- 3D tablet plant
- Building the lab
- Medicare drug prices
- US county health atlas
- Training studio app
- Handheld as Mac remote
- Bogotá rental finder
- Motion studio
- E-paper home display
- Meeting recorder
- Residents' shift scheduler
- Primary Doctor
- Study notes from recordings
- Artist's website
- Orthopaedic surgery registry
- Brazil's out-of-pocket gap
- Child deaths, Colombia and Brazil
- AI quota gauge
- Medical Spanish practice
- LAC health news monitor
- WHO data MCPs
- Phone to Mac shelf
- LAC medicine prices
- Insured but not served
- Personal gym app
- World Cup pool
- 7 Wonders scorekeeper
- Colombia's health complaints
- Pharma trade chord
- Comtrade pharma MCP
- OECD Health MCP
- Constitutions and health
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Codex CLI
OpenAI · Harnesses and agents
Runs GPT models as a second worker and reviewer, and generates images.
Used in
- 3D tablet plant
- Building the lab
- Medicare drug prices
- US county health atlas
- Training studio app
- Handheld as Mac remote
- Bogotá rental finder
- Motion studio
- E-paper home display
- Meeting recorder
- Residents' shift scheduler
- Primary Doctor
- Study notes from recordings
- Artist's website
- Orthopaedic surgery registry
- Brazil's out-of-pocket gap
- Child deaths, Colombia and Brazil
- Medical Spanish practice
- WHO data MCPs
- Phone to Mac shelf
- LAC medicine prices
- Insured but not served
- Personal gym app
- World Cup pool
- 7 Wonders scorekeeper
- Colombia's health complaints
- Comtrade pharma MCP
- OECD Health MCP
- Constitutions and health
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Hermes Agent
Nous Research · Harnesses and agents
My phone assistant, which other tools can message and act through.
Visit hermes-agent.nousresearch.com
Used in
MCP servers
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Comtrade Pharma MCP
Local MCP server · MCP servers
Lets Claude query UN Comtrade medicine trade and compute trade indices.
Used in
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Magnific MCP
Magnific · MCP servers
Brand kits, vector tracing, upscaling and image generation from inside Claude.
Used in
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OECD Health MCP
Local MCP server (fork of OECD-MCP) · MCP servers
Lets Claude query OECD Health Division statistics through curated indicators.
Used in
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Paper MCP
Paper · MCP servers
Lets Claude build and read layouts in a Paper design file.
Used in
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WHO GHED MCP
Local MCP server · MCP servers
Lets Claude query the WHO Global Health Expenditure Database directly.
Used in
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WHO GHO MCP
Local MCP server · MCP servers
Lets Claude query the WHO Global Health Observatory.
Used in
Data sources
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American Community Survey
US Census Bureau · Data sources
County demographics and measured disability.
Used in
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CDC PLACES
US Centers for Disease Control and Prevention · Data sources
Model-based county estimates of 40 health measures.
Used in
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CDC WONDER
US Centers for Disease Control and Prevention · Data sources
County death counts by cause, used under the NCHS small-count rules.
Used in
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CMS Medicare data
Centers for Medicare & Medicaid Services · Data sources
Part D spending, negotiated prices, plan pricing files and Medicare claims prevalence.
Used in
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Comparative Constitutions Project
Elkins and Ginsburg · Data sources
Coded contents of every national constitution since 1789.
Visit comparativeconstitutionsproject.org
Used in
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DANE
Colombia's national statistics office · Data sources
Survey microdata, vital statistics and population projections for Colombia.
Used in
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ExerciseDB
ExerciseDB · Data sources
1,000 exercises with animated GIFs, the second source for the curated library.
Used in
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football-data.org
football-data.org · Data sources
Free live fixtures and results that scored the World Cup brackets.
Used in
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Free Exercise DB
Open source (yuhonas) · Data sources
An open database of 873 exercises with images, filtered to one gym's equipment.
Used in
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INVIMA drug register
Colombia's medicines regulator · Data sources
Public registry of approved medicines, used to anchor which products count.
Used in
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Mozilla Common Voice (Spanish)
Mozilla · Data sources
CC0 voice clips I could legally clone a first patient voice from.
Used in
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NADAC (Medicaid)
Centers for Medicare & Medicaid Services · Data sources
Weekly prices retail pharmacies pay for each drug package.
Used in
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OECD health statistics (SDMX API)
OECD · Data sources
Health statistics for OECD members through the public SDMX API.
Used in
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Open-Meteo
Open-Meteo · Data sources
Free weather forecasts, no key needed.
Used in
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OpenStreetMap
OpenStreetMap Foundation · Data sources
Open street data for placing points on a city grid.
Used in
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Supersalud PQRD data
Superintendencia Nacional de Salud (Colombia) · Data sources
Monthly complaint reports and record-level complaint microdata.
Used in
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UN Comtrade
United Nations Statistics Division · Data sources
Country-to-country trade by product, used for medicine trade.
Used in
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WHO Global Health Expenditure Database
World Health Organization · Data sources
Health spending by source for every country, 2000 onwards.
Used in
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WHO Global Health Observatory
World Health Organization · Data sources
Over 3,000 health indicators through an open API.
Used in
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WHO World Health Statistics
World Health Organization · Data sources
Country health outcome indicators (mortality, life expectancy, coverage).
Used in
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World Development Indicators
World Bank · Data sources
GDP per capita and health spending indicators.
Used in
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WTO Timeseries API
World Trade Organization · Data sources
Applied tariffs and trade figures to cross-check Comtrade.
Used in
Design and media
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Blender
Blender Foundation · Design and media
3D scenes built and rendered from Python scripts.
Used in
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D3
Observable / open source · Design and media
Draws the directed chord layout.
Used in
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Figma
Figma · Design and media
Design systems and libraries.
Used in
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GB Studio Community Assets
GB Studio community · Design and media
MIT-licensed pixel characters, recoloured for 8-Bit Gym.
Used in
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HyperFrames
HeyGen · Design and media
Graphics-led motion compositions rendered to video.
Used in
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Magnific
Magnific · Design and media
Upscaling and vector tracing for the lab's artwork.
Used in
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Modern Interiors
LimeZu · Design and media
A licensed pixel asset pack some 8-Bit Gym machines were redrawn from.
Used in
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Observable Plot
Observable · Design and media
Renders report charts from data in a few lines of code.
Used in
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p5.js and p5.brush
p5.js community; Alejandro Campos (p5.brush) · Design and media
Painted-look 2D animation drawn in code.
Used in
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Paper
Paper · Design and media
Design canvas where I adjusted the poster layout by hand.
Used in
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resvg-js
open source · Design and media
Rasterises SVG posters to PNG with embedded fonts intact.
Used in
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Three.js
Three.js open-source project · Design and media
Fast 3D scenes rendered frame by frame in a headless browser.
Used in
Code and infrastructure
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Android SDK and emulator
Google · Code and infrastructure
Building and signing apps on the Mac and testing them in an emulator before the device.
Used in
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Arduino CLI and ESP32 core
Arduino and Espressif · Code and infrastructure
Compiling and flashing my own firmware for ESP32 devices.
Used in
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Astro
Astro · Code and infrastructure
Builds fast static websites from plain components.
Used in
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Cloudflare Workers
Cloudflare · Code and infrastructure
Serverless hosting I tried before moving an app to Vercel.
Used in
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DuckDB
DuckDB Foundation · Code and infrastructure
A single-file database for querying millions of records on a laptop.
Used in
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FFmpeg
FFmpeg project · Code and infrastructure
Encodes and mixes audio, and joins rendered frames and sound into videos.
Used in
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FluidAudio
FluidInference · Code and infrastructure
Runs Parakeet speech recognition on the Mac's Neural Engine.
Used in
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GitHub and GitHub Pages
GitHub · Code and infrastructure
Version history for every experiment, and free hosting for the site.
Used in
- 3D tablet plant
- Building the lab
- Medicare drug prices
- US county health atlas
- Handheld as Mac remote
- Bogotá rental finder
- Motion studio
- Residents' shift scheduler
- Primary Doctor
- Study notes from recordings
- Artist's website
- Orthopaedic surgery registry
- Medical Spanish practice
- WHO data MCPs
- LAC medicine prices
- World Cup pool
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Godot Engine
Godot Foundation (open source) · Code and infrastructure
The game engine for my own handheld games, with Android and web exports.
Used in
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HiGHS
HiGHS (open source) · Code and infrastructure
Solves scheduling problems as mixed-integer programs, right in the browser.
Used in
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Jupyter Notebook
Project Jupyter · Code and infrastructure
Step-by-step analyses with code, charts and notes together.
Used in
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MapLibre GL JS
MapLibre · Code and infrastructure
Draws interactive maps.
Used in
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Next.js
Vercel · Code and infrastructure
The web framework for apps that need more than static pages.
Used in
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Node.js
OpenJS Foundation · Code and infrastructure
Runs the TypeScript OECD server and the chord rendering scripts.
Used in
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Ollama
Ollama · Code and infrastructure
Runs open models locally on the Mac, reachable from the phone over the private network.
Used in
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Playwright
Microsoft · Code and infrastructure
Drives real browsers to test my apps and capture screenshots.
Used in
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PyPI
Python Software Foundation · Code and infrastructure
Hosts the published ghed-mcp and gho-mcp packages.
Used in
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Python and uv
Open source · Code and infrastructure
Scripts, pipelines and this site's build.
Used in
- 3D tablet plant
- Building the lab
- Medicare drug prices
- US county health atlas
- Bogotá rental finder
- Motion studio
- E-paper home display
- Primary Doctor
- Study notes from recordings
- Brazil's out-of-pocket gap
- Child deaths, Colombia and Brazil
- AI quota gauge
- LAC health news monitor
- WHO data MCPs
- Phone to Mac shelf
- LAC medicine prices
- Insured but not served
- Personal gym app
- Colombia's health complaints
- Pharma trade chord
- Comtrade pharma MCP
- Colombia child mortality
- Constitutions and health
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R survey package
Thomas Lumley (CRAN) · Code and infrastructure
The reference implementation I check my complex-survey estimates against.
Used in
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Resemblyzer
Resemble AI · Code and infrastructure
Speaker embeddings to check that a synthetic voice stays the same across clips.
Used in
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SpriteKit
Apple · Code and infrastructure
The walkable pixel-art world in 8-Bit Gym.
Used in
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SQLite
SQLite project · Code and infrastructure
Local database that ghed-mcp builds from WHO's workbook for fast queries.
Used in
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Supabase
Supabase · Code and infrastructure
A hosted Postgres database for apps that store entries.
Used in
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Swift
Apple · Code and infrastructure
The language for my Mac and iPhone tools.
Used in
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SwiftUI and SwiftData
Apple · Code and infrastructure
Interfaces and local storage for the iPhone and Mac apps.
Used in
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Tailscale
Tailscale · Code and infrastructure
A private network between the Mac and the iPhone, with HTTPS for pages that never go public.
Used in
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Turso
Turso · Code and infrastructure
A hosted SQLite database for small apps.
Used in
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Upstash Redis
Upstash · Code and infrastructure
A small serverless database for live shared state.
Used in
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Vercel
Vercel · Code and infrastructure
Hosting and scheduled jobs for sites that need a backend.
Used in
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Xcode and the iOS Simulator
Apple · Code and infrastructure
Builds, tests and installs the iPhone apps without the App Store.
Used in
Apps and services
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Bluetooth Remote (open source)
jqssun, on Atharok's BtRemote · Apps and services
The GPL app I patched so the handheld's sticks and buttons act as a mouse and keyboard.
Used in
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ChatGPT
OpenAI · Apps and services
Deep research on the literature and the evidence behind a project, and simulated peer reviews of drafts.
- ChatGPT Literature deep research and simulated journal peer reviews of drafts.
- ChatGPT Pro and Deep Research Deep research and synthesis of the evidence behind a project.
Used in
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Chrome Remote Desktop
Google · Apps and services
Shows the Mac's screen on an iPad when working away from it.
Visit remotedesktop.google.com
Used in
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edge-tts (Microsoft neural voices)
Open-source library over Microsoft's Edge voices · Apps and services
Narrated audio versions of study notes in a Colombian Spanish voice.
Used in
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Porkbun
Porkbun · Apps and services
Domain registrar; I connect domains to my sites through its DNS API.
Used in
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RetroArch
Libretro (open source) · Apps and services
Runs classic games I already own on the handheld.
Used in
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SwiftBar
Open source (Ameba Labs) · Apps and services
Turns a script into a Mac menu-bar item with a web popover.
Used in
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Syncthing
Syncthing Foundation (open source) · Apps and services
One-way backup of the handheld's game saves to the Mac.
Used in
Hardware
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reTerminal E1003
Seeed Studio · Hardware
A 10.3-inch, 16-grey touch e-paper screen with an ESP32-S3 that shows pages rendered on the Mac.
Used in
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Retroid Pocket 5
Retroid · Hardware
An Android game handheld for classic games, my own games and as a remote keyboard and mouse.
Used in